Merge pull request #5 from francescopisu/fix/numpy-float

fix: numpy float deprecated alias #4

src/modelsight/curves/_delong.py

@@ -14,15 +14,15 @@ def compute_midrank(x):
     J = np.argsort(x)
     Z = x[J]
     N = len(x)
-    T = np.zeros(N, dtype=np.float)
+    T = np.zeros(N, dtype=np.float64)
     i = 0
     while i < N:
         j = i
         while j < N and Z[j] == Z[i]:
             j += 1
         T[i:j] = 0.5*(i + j - 1)
         i = j
-    T2 = np.empty(N, dtype=np.float)
+    T2 = np.empty(N, dtype=np.float64)
     # Note(kazeevn) +1 is due to Python using 0-based indexing
     # instead of 1-based in the AUC formula in the paper
     T2[J] = T + 1
@@ -58,9 +58,9 @@ def fastDeLong(predictions_sorted_transposed, label_1_count):
     negative_examples = predictions_sorted_transposed[:, m:]
     k = predictions_sorted_transposed.shape[0]
 
-    tx = np.empty([k, m], dtype=np.float)
-    ty = np.empty([k, n], dtype=np.float)
-    tz = np.empty([k, m + n], dtype=np.float)
+    tx = np.empty([k, m], dtype=np.float64)
+    ty = np.empty([k, n], dtype=np.float64)
+    tz = np.empty([k, m + n], dtype=np.float64)
     for r in range(k):
         tx[r, :] = compute_midrank(positive_examples[r, :])
         ty[r, :] = compute_midrank(negative_examples[r, :])

src/modelsight/curves/compare.py

@@ -224,8 +224,6 @@ def roc_single_comparison(cv_preds, fst_algo, snd_algo):
     fst_algo_probas = cv_preds[fst_algo].probas_val_conc
     snd_algo_probas = cv_preds[snd_algo].probas_val_conc
 
-    print("A"*100)
-    print(fst_algo_probas.shape, snd_algo_probas.shape)
     P = delong_roc_test(ground_truths, fst_algo_probas, snd_algo_probas)
     cmp_key = f"{fst_algo}_{snd_algo}"
     return {cmp_key: (fst_algo, snd_algo, P)}